{"id":"https://openalex.org/W3090046998","doi":"https://doi.org/10.1109/vlsi-dat49148.2020.9196477","title":"Experiments and optimizations for TVM on RISC-V Architectures with P Extension","display_name":"Experiments and optimizations for TVM on RISC-V Architectures with P Extension","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3090046998","doi":"https://doi.org/10.1109/vlsi-dat49148.2020.9196477","mag":"3090046998"},"language":"en","primary_location":{"id":"doi:10.1109/vlsi-dat49148.2020.9196477","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-dat49148.2020.9196477","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Symposium on VLSI Design, Automation and Test (VLSI-DAT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035940758","display_name":"Yi-Ru Chen","orcid":"https://orcid.org/0000-0001-8429-3282"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Ru Chen","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076915932","display_name":"Hui-Hsin Liao","orcid":"https://orcid.org/0000-0002-4674-9872"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hui-Hsin Liao","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048252089","display_name":"Chia\u2010Hsuan Chang","orcid":"https://orcid.org/0000-0001-9116-8244"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hsuan Chang","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013968721","display_name":"Che-Chia Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Che-Chia Lin","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034885231","display_name":"Chao-Lin Lee","orcid":"https://orcid.org/0000-0002-4619-3843"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chao-Lin Lee","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101687590","display_name":"Yuan\u2010Ming Chang","orcid":"https://orcid.org/0000-0001-7831-987X"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yuan-Ming Chang","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101660516","display_name":"Chun\u2010Chieh Yang","orcid":"https://orcid.org/0000-0002-1897-5338"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Chieh Yang","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038803698","display_name":"Jenq\u2010Kuen Lee","orcid":"https://orcid.org/0000-0001-9919-6258"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jenq-Kuen Lee","raw_affiliation_strings":["Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2937,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.57395333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8457457423210144},{"id":"https://openalex.org/keywords/compiler","display_name":"Compiler","score":0.6607356667518616},{"id":"https://openalex.org/keywords/reduced-instruction-set-computing","display_name":"Reduced instruction set computing","score":0.5562131404876709},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.510249137878418},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.4875130355358124},{"id":"https://openalex.org/keywords/instruction-set","display_name":"Instruction set","score":0.4837765395641327},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.48190003633499146},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4712774157524109},{"id":"https://openalex.org/keywords/extension","display_name":"Extension (predicate logic)","score":0.46816346049308777},{"id":"https://openalex.org/keywords/optimizing-compiler","display_name":"Optimizing compiler","score":0.4681192934513092},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44908565282821655},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4344298839569092},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.36743849515914917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35952356457710266},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2979395389556885},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.23849895596504211},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21209096908569336},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13599038124084473}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8457457423210144},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.6607356667518616},{"id":"https://openalex.org/C126298526","wikidata":"https://www.wikidata.org/wiki/Q189376","display_name":"Reduced instruction set computing","level":3,"score":0.5562131404876709},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.510249137878418},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.4875130355358124},{"id":"https://openalex.org/C202491316","wikidata":"https://www.wikidata.org/wiki/Q272683","display_name":"Instruction set","level":2,"score":0.4837765395641327},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.48190003633499146},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4712774157524109},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.46816346049308777},{"id":"https://openalex.org/C190902152","wikidata":"https://www.wikidata.org/wiki/Q1325106","display_name":"Optimizing compiler","level":3,"score":0.4681192934513092},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44908565282821655},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4344298839569092},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.36743849515914917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35952356457710266},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2979395389556885},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.23849895596504211},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21209096908569336},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13599038124084473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vlsi-dat49148.2020.9196477","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-dat49148.2020.9196477","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Symposium on VLSI Design, Automation and Test (VLSI-DAT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1005811612","https://openalex.org/W2055312318","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2233116163","https://openalex.org/W2612445135","https://openalex.org/W2804032941","https://openalex.org/W2805566098","https://openalex.org/W2963122961","https://openalex.org/W2964162716","https://openalex.org/W3036648875","https://openalex.org/W3098220359","https://openalex.org/W4251637954","https://openalex.org/W4297775537","https://openalex.org/W6737664043","https://openalex.org/W6780645349"],"related_works":["https://openalex.org/W2002505081","https://openalex.org/W2083681681","https://openalex.org/W2577630842","https://openalex.org/W1172579163","https://openalex.org/W1488300410","https://openalex.org/W2138790427","https://openalex.org/W3146558274","https://openalex.org/W4246454774","https://openalex.org/W2162051035","https://openalex.org/W1597127505"],"abstract_inverted_index":{"TVM":[0,28],"is":[1,42,146],"a":[2,85,132],"AI":[3],"compiler":[4],"supports":[5],"both":[6,96],"graph-level":[7],"and":[8,69,84,98,138],"operator-level":[9],"optimization":[10],"on":[11,22,47,56,95,158],"machine":[12],"learning":[13,88],"models.":[14],"It":[15],"provides":[16],"an":[17],"optimizable":[18],"flow":[19,66],"to":[20,122],"deploy":[21],"diverse":[23],"target":[24],"devices.":[25],"By":[26],"exploiting":[27],"schedule,":[29],"we":[30,50,63,91],"can":[31,51,113],"optimize":[32],"the":[33,45,57,65,71,144],"codegen":[34],"behavior":[35],"for":[36,67,128,141,148],"our":[37,61,93,111],"RISC-V":[38,72,159],"architecture.":[39],"Since":[40],"RISCV":[41],"configurable":[43],"with":[44,108,120,131,162],"selection":[46],"different":[48],"extension,":[49],"enable":[52],"multiple":[53],"extensions":[54],"depends":[55],"application":[58],"scene.":[59],"In":[60],"work,":[62],"present":[64],"enabling":[68],"optimizing":[70],"P":[73,163],"extension":[74,164],"toward":[75],"QNN":[76],"models":[77,100],"from":[78,82,101],"TVM.":[79],"With":[80],"support":[81],"LLVM":[83],"customized":[86],"deep":[87],"runtime":[89,127],"(DLR),":[90],"verified":[92],"work":[94,112],"FLOAT32":[97,109],"prequantized":[99],"Tensorflow":[102],"Lite.":[103],"Experiments":[104],"shows":[105],"that":[106],"comparing":[107],"models,":[110],"achieve":[114],"2.7-7.0":[115],"times":[116],"of":[117,134],"performance":[118],"improvement":[119],"regard":[121],"total":[123],"instruction":[124],"count":[125],"at":[126],"pre-quantized":[129],"version":[130,150],"set":[133],"benchmarks":[135],"including":[136],"Mobilenet":[137],"Inception-v3.":[139],"As":[140],"accuracy":[142],"issue,":[143],"degradation":[145],"tiny":[147],"quantization":[149],"among":[151],"500":[152],"images.":[153],"All":[154],"experiments":[155],"are":[156],"running":[157],"simulator,":[160],"Spike":[161],"support.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
